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AAAI
2008
15 years 9 months ago
Learning and Inference with Constraints
Probabilistic modeling has been a dominant approach in Machine Learning research. As the field evolves, the problems of interest become increasingly challenging and complex. Makin...
Ming-Wei Chang, Lev-Arie Ratinov, Nicholas Rizzolo...
AIPS
2008
15 years 9 months ago
An Online Learning Method for Improving Over-Subscription Planning
Despite the recent resurgence of interest in learning methods for planning, most such efforts are still focused exclusively on classical planning problems. In this work, we invest...
Sung Wook Yoon, J. Benton, Subbarao Kambhampati
LISA
2007
15 years 9 months ago
Decision Support for Virtual Machine Re-Provisioning in Production Environments
Management of virtual machines (VMs) on a large scale remains a significant challenge today. We lack general and vendor-independent quantitative criteria/metrics by which to desc...
Kyrre M. Begnum, Matthew Disney, Æleen Frisc...
NSDI
2008
15 years 9 months ago
Energy-Aware Server Provisioning and Load Dispatching for Connection-Intensive Internet Services
Energy consumption in hosting Internet services is becoming a pressing issue as these services scale up. Dynamic server provisioning techniques are effective in turning off unnece...
Gong Chen, Wenbo He, Jie Liu, Suman Nath, Leonidas...
USENIX
2007
15 years 9 months ago
From STEM to SEAD: Speculative Execution for Automated Defense
Most computer defense systems crash the process that they protect as part of their response to an attack. Although recent research explores the feasibility of selfhealing to autom...
Michael E. Locasto, Angelos Stavrou, Gabriela F. C...